Dobra Forecast

Summary of Yesterday

• Opening:
• Closing:
• Difference of Opening & Closing:
• Daily High:
• Daily Low:
• Difference of Daily High & Low:

Statistical Measures

• Mean:
• Standard Deviation:

Trend

Overall Trend

As per the data provided and our analysis, the exchange rates (STD) has remained constant at 7.0E-5 throughout the measured timespan. There is no identifiable increase, decrease or any cyclic trends that can be inferred from the given series.

Seasonality or Recurring Patterns

In terms of seasonality and recurring patterns, the data does not show any recurrent changes in values. Since the exchange rate retained a same value of 7.0E-5 across the entire time period, it is safe to say that no seasonal trends or recurring patterns, typically characterized by predictable and repeated fluctuations, were detected during the data analysis.

Outliers

Given that the provided dataset shows no variations in the exchange rates (STD) across the time series, there are no identifiable outliers. An outlier would appear as a significant deviation from the prevailing trend. But in this case, since there is no fluctuation or variation, there is no scope for outliers to occur in the dataset.

It's important to understand that this analysis is solely based on the data provided and does not take into account any external influences or events such as market shifts, opening/closing hours, weekends/holidays, or the release of key financial reports or news. While these factors are often crucial in financial analysis, they were not considered here as per the provided instruction.

The constant value seen here suggests an absence of volatility in the dataset provided. However, in real-world financial markets, exchange rates often fluctuate due to various factors.

Summary of Yesterday

• Opening:
• Closing:
• Difference of Opening & Closing:
• Daily High:
• Daily Low:
• Difference of Daily High & Low:

Statistical Measures

• Mean:
• Standard Deviation:

Trend

Analysis of Exchange Rate Trends

Based on the data provided, the exchange rates appear to remain constant throughout the entire period shown. The same value of 7.0E-5 is recorded at every given timestamp, which spans from 00:00:02 on 2024-04-24 to 23:55:02 on the same date. This consistent value suggests stability in the exchange rates during this period, without any notable increase or decrease.

Seasonality and Recurring Patterns

Because the exchange rates remain consistent, no discernible seasonal or recurring patterns can be identified. The data does not indicate any cyclic fluctuation in the rates that might point to an underlying seasonal effect.

Identifying Outliers

Similarly, the dataset does not reveal any outliers — instances where the exchange rate differs significantly from the standard rate of 7.0E-5. Every provided timestamp corresponds to this same exchange rate, meeting our expectations based on the established constancy of the data and indicating no abnormal shifts in the rate.

Conclusion

Given the consistent exchange rate seen across this dataset, we might conclude that the rate is resistant to change within the context of this data. The absence of progression or digression in the rate, manifest in the lack of identified trends, seasonal patterns, or outliers, suggests a remarkable stability in the exchange rates on the date in question. This analysis, however, is limited to the provided data and the mentioned conditions. Real-world forecasts may need considerations of many more economic factors and larger datasets.

Summary of Yesterday

• Opening:
• Closing:
• Difference of Opening & Closing:
• Daily High:
• Daily Low:
• Difference of Daily High & Low:

Statistical Measures

• Mean:
• Standard Deviation:

Trend

Overall Trend

From the timestamped data provided, the STD exchange rate has shown to remain constant at 7.0E-5 from 2024-04-23 00:00:02 to 2024-04-23 23:55:02. There do not appear to be any increases or decreases.

Seasonality and Recurring Patterns

Given the constant rate throughout all timestamps, there are no discernible seasonal trends or recurring patterns within this data set.

Outliers

Again, with a consistently constant rate, there are no outliers within this particular time period. The exchange rate does not deviate from 7.0E-5 at any point throughout the duration of these timestamps.

Summary of Last Month

• Opening:
• Closing:
• Difference of Opening & Closing:
• Daily High:
• Daily Low:
• Difference of Daily High & Low:

Statistical Measures

• Mean:
• Standard Deviation:

Trend

Data Analysis

Upon examining the provided dataset, the following observations can be made:

1. Understanding the Overall Trend of the Exchange Rates

The dataset shows that the exchange rate (STD) remained constant at a rate of 7.0E-5 across the entire period captured in the dataset. Therefore, based on the data provided, it appears that the exchange rate has remained stable, neither increasing nor decreasing over this particular time period.

2. Identifying any Seasonality or Recurring Patterns:

Based on the dataset provided, no seasonality or recurring patterns are observable within the STD exchange rate. Because the exchange rate maintained a consistent value of 7.0E-5 for all timestamps in the dataset, no periodic fluctuations or patterns can be established. A constant rate implies that the currency was stable and wasn't affected by any seasonal trends during this time period.

3. Noting any Outliers:

From the dataset, it is evident that there are no outliers or instances where the exchange rate differs significantly from the established rate of 7.0E-5. The data provided shows a steady, unchanged exchange rate across every timestamp, meaning no data points deviate from the norm.

In conclusion, the exchange rate in the provided dataset exhibits a steady trend without any observable deviation or substantial change. This suggests a stable currency exchange environment throughout the period represented in the provided dataset. Please note that these observations are limited to the data provided and do not consider any external factors.

Summary of Last Week

• Opening:
• Closing:
• Difference of Opening & Closing:
• Daily High:
• Daily Low:
• Difference of Daily High & Low:

Statistical Measures

• Mean:
• Standard Deviation:

Trend

1. Overall Trend Idea of Exchange Rates

Based on the given time series data, the exchange rates (STD) have remained stable at a value of 7.0E-5 over the indicated period. There were no noted increases or decreases in these values. It is important to note that this analysis pertains only to the summary and does not delve into every single timestamp record.

2. Patterns and Seasonality Finding

No discernible seasonality or recurring patterns are observed in the changes of exchange rates based on this dataset. This is probable because the exchange rate (STD) remains uniform throughout the entire period. More variability in the exchange rate over time would be needed to detect any seasonal or recurring patterns.

3. Outliers Identification

From the provided data, there are no outliers. An outlier in this context would be any record where the exchange rate significantly diverges from the standard rate (7.0E-5 in this case). The absence of outliers could be due to stable market conditions during this specific period and the proven stability of the entity or currency being studied.

Conclusion

In closing, this historical analysis shows that the exchange rates have been fully stable over the period given. There are no identifiable patterns, seasonalities, or outliers. These findings can be indicative of a stable economic or fiscal state within the entity in question. However, a more comprehensive analysis with variables beyond the scope of this dataset would provide more in-depth insights.

Summary of Yesterday

• Opening:
• Closing:
• Difference of Opening & Closing:
• Daily High:
• Daily Low:
• Difference of Daily High & Low:

Statistical Measures

• Mean:
• Standard Deviation:

Trend

Analysis of Time Series Data

The time series data provided consisted of exchange rates (STD) recorded at different timestamps from April 15, 2024, to April 19, 2024. However, it's important to note that the exchange rate remained constant at 7.0E-5 throughout the entire series. As such, it implicates no clear upward or downward trend but rather an absolute stability in the exchange rate during this period.

Understanding the Overall Trend of Exchange Rates

Considering that there was no variability in the rate over the multiple data points, it is reasonable to conclude that the exchange rate remained entirely unchanged during the timespace of these recordings. Therefore, the overall trend can be described as flat or neutral, indicating no increase, decrease or volatility over the described period.

Seasonality or Recurring Patterns

Because the rate was consistent throughout the period, we didn't identify any patterns or variations that would suggest seasonality. The constancy suggests that there were no regular or recurring fluctuations, typically seen in cyclical or seasonal patterns.

Outliers & Significant Variations

With the exchange rate remaining constant, there's no presence of any form of outliers or unexpected results in this dataset. The consistency throughout the time-series data means that there is no deviation from the norm, and thus no outliers could exist.

To conclude, during the period from April 15, 2024, to April 19, 2024, the STD exchange rate data showed a consistent rate of 7.0E-5. This complete stability in the data points represents a lack of trends, seasonalities or outliers in the purchased dataset.